NEPA AB
1 Intoduction
This report is one of 493,845 that I will make, and one of 104,070,413 that could be made.
I “toke” the 1.4 TB Linked-In data that was breached in 2020, and turned it into some insights to power my job HUNT.
The insights I could share in this report, that are also related to my goals, are:
- Industry base recruitment trend.
- Company base workforce timeline.
- Current/part workforce info:
- Basic info: Name, job title, status, social link. I could add geo-location for some that have the data, but it would look creepy.
- Their work period.
- Their experiences.
2 About me
Salutations; I’m Joseph, a self-taught data analyst, engineer, and scraper.
Despite life’s challenges, my goal remains a remote job, either full or part-time, and having friends to tackle the challenges of this changing world with.
To show my skills and dedication, I made a project that yielded this tailored report.
3 About the project
3.1 How this project comes to life?
First time I searched for a remote job I scraped contact info from Google map, then switch to LinkedIn… But I could never contact anyone on a “personal level”; So, I remembered the existance of a 2020 LinkedIn data leak and decided to give it a try.
The tools I used are: Python, Polars, and DuckDB
3.2 The process
The process was done in my local machine, and it was as followed.
4 General graphs
4.1 market research indestry’s yearly new recruit count
4.2 nepa ab’s workforce status over the years
5 Workforce sample
5.1 Adriana Marsolea
Job title: Councellor
Associated: True
Socials: https://linkedin.com/in/adriana-marsolea-95658114
5.1.1 Adriana Marsolea’s working period at nepa ab
5.1.2 Gantt plot of Adriana Marsolea’s experience
5.2 Alejandro Herrera
Job title: Enginerr
Associated: True
Socials: https://linkedin.com/in/alejandro-herrera-04a8ba74
5.2.1 Alejandro Herrera’s working period at nepa ab
5.2.2 Gantt plot of Alejandro Herrera’s experience
5.3 Anand Sonsale
Job title: Chairman cum managing director
Associated: True
Socials: https://linkedin.com/in/anand-sonsale-2656531b
5.3.1 Anand Sonsale’s working period at nepa ab
5.3.2 Gantt plot of Anand Sonsale’s experience
5.4 Andreas Johansson
Job title: System developer
Associated: True
Socials: https://linkedin.com/in/andreas-johansson-04631b14
5.4.1 Andreas Johansson’s working period at nepa ab
5.4.2 Gantt plot of Andreas Johansson’s experience
5.5 Andreas Landsbo
Job title: Technical product manager
Associated: True
Socials: https://linkedin.com/in/andreas-landsbo💡-63018629 | https://twitter.com/andreaslandsbo | https://linkedin.com/in/andreaslandsbo | https://crunchbase.com/person/andreas-landsbo
5.5.1 Andreas Landsbo’s working period at nepa ab
5.5.2 Gantt plot of Andreas Landsbo’s experience
5.6 Angla Jean
Job title: Ne pas
Associated: True
Socials: https://linkedin.com/in/angla-jean-947765182
5.6.1 Angla Jean’s working period at nepa ab
5.6.2 Gantt plot of Angla Jean’s experience
5.7 Anne Roggeveen
Job title: Board of directors
Associated: False
Socials: https://linkedin.com/in/anne-roggeveen-7629967
5.7.1 Anne Roggeveen’s working period at nepa ab
5.7.2 Gantt plot of Anne Roggeveen’s experience
5.8 Balaji Koustubha
Job title: Graduate management trainee
Associated: False
Socials: https://linkedin.com/in/balaji-koustubha-a7898383 | https://linkedin.com/in/balaji-r-koustubha-a7898383
5.8.1 Balaji Koustubha’s working period at nepa ab
5.8.2 Gantt plot of Balaji Koustubha’s experience
5.9 Brailean Dumitru
Job title: System developer
Associated: True
Socials: https://linkedin.com/in/brailean-dumitru-1a15a7a7
5.9.1 Brailean Dumitru’s working period at nepa ab
5.9.2 Gantt plot of Brailean Dumitru’s experience
5.10 Cajsa Wirén
Job title: R and d
Associated: True
Socials: https://linkedin.com/in/cajsa-wirén-6663853a | https://linkedin.com/in/cajsa-wirã©n-6663853a
5.10.1 Cajsa Wirén’s working period at nepa ab
5.10.2 Gantt plot of Cajsa Wirén’s experience
5.11 Carl Lindahl
Job title: Senior data analyst
Associated: False
Socials: https://linkedin.com/in/lindahlcarl
5.11.1 Carl Lindahl’s working period at nepa ab
5.11.2 Gantt plot of Carl Lindahl’s experience
5.12 Carolina Stubb
Job title: Account manager
Associated: True
Socials: https://facebook.com/carolina.stubb.7 | https://linkedin.com/in/carolina-stubb-13a75380
5.12.1 Carolina Stubb’s working period at nepa ab
5.12.2 Gantt plot of Carolina Stubb’s experience
5.13 Cathrine Høegh
Job title: Senior client developer
Associated: True
Socials: https://linkedin.com/in/cathrinebhoegh
5.13.1 Cathrine Høegh’s working period at nepa ab
5.13.2 Gantt plot of Cathrine Høegh’s experience
5.14 Cecilia Fejne
Job title: Project manager
Associated: True
Socials: https://linkedin.com/in/cecilia-fejne-7ab97980
5.14.1 Cecilia Fejne’s working period at nepa ab
5.14.2 Gantt plot of Cecilia Fejne’s experience
5.15 Christofer Olsson
Job title: Head of product management - marketing optimization
Associated: True
Socials: https://youtube.com/user/christoferolsson | https://linkedin.com/in/christofer-olsson-3a4850 | https://linkedin.com/in/christoferolsson | https://twitter.com/colsson
5.15.1 Christofer Olsson’s working period at nepa ab
5.15.2 Gantt plot of Christofer Olsson’s experience
5.16 Daniel Hultell
Job title: R and d
Associated: True
Socials: https://linkedin.com/in/danielhultell | https://linkedin.com/in/daniel-hultell-229818a
5.16.1 Daniel Hultell’s working period at nepa ab
5.16.2 Gantt plot of Daniel Hultell’s experience
5.17 Eriana Spahiu
Job title: Brand consultant
Associated: False
Socials: https://linkedin.com/in/erianaspahiu | https://facebook.com/eriana.spahiu
5.17.1 Eriana Spahiu’s working period at nepa ab
5.17.2 Gantt plot of Eriana Spahiu’s experience
5.18 Esha Nagar
Job title: Managing director, nepa india
Associated: True
Socials: https://linkedin.com/in/esha-nagar-a8877715
5.18.1 Esha Nagar’s working period at nepa ab
5.18.2 Gantt plot of Esha Nagar’s experience
5.19 Fredrik Olsson
Job title: Operations manager
Associated: True
Socials: https://linkedin.com/in/fredrik-olsson-22ab0223
5.19.1 Fredrik Olsson’s working period at nepa ab
5.19.2 Gantt plot of Fredrik Olsson’s experience
5.20 Fredrik Werner
Job title: Technical product owner
Associated: True
Socials: https://linkedin.com/in/fredrik-werner-1b067746
5.20.1 Fredrik Werner’s working period at nepa ab
5.20.2 Gantt plot of Fredrik Werner’s experience
5.21 Frida Wallsbeck
Job title: Marketing lead
Associated: True
Socials: https://facebook.com/frida.wallsbeck | https://linkedin.com/in/frida-eklöf-wallsbeck-b7392458
5.21.1 Frida Wallsbeck’s working period at nepa ab
5.21.2 Gantt plot of Frida Wallsbeck’s experience
5.22 Hannah Rosol
Job title: Global marketing manager
Associated: False
Socials: https://linkedin.com/in/hannahackerman
5.22.1 Hannah Rosol’s working period at nepa ab
5.22.2 Gantt plot of Hannah Rosol’s experience
5.23 Hans Skruvfors
Job title: Chief revenue officer and managing director europe and asia
Associated: True
Socials: https://linkedin.com/in/hans-skruvfors-15a88b16
5.23.1 Hans Skruvfors’s working period at nepa ab
5.23.2 Gantt plot of Hans Skruvfors’s experience
5.24 Henriette Von
Job title: Data analyst
Associated: True
Socials: https://linkedin.com/in/henriette-holm-von-haven-a63b234 | https://linkedin.com/in/hhvh
5.24.1 Henriette Von’s working period at nepa ab
5.24.2 Gantt plot of Henriette Von’s experience
5.25 Ishan Shekhar
Job title: Team lead data engineering
Associated: True
Socials: https://linkedin.com/in/ishan-shekhar-2137117 | https://facebook.com/rudedudetazz | https://linkedin.com/in/ishan-shekhar-21307117
5.25.1 Ishan Shekhar’s working period at nepa ab
5.25.2 Gantt plot of Ishan Shekhar’s experience
5.26 Janne Karetie
Job title: Head of analytics finland
Associated: True
Socials: https://facebook.com/100013814115033 | https://linkedin.com/in/janne-karetie-83940944
5.26.1 Janne Karetie’s working period at nepa ab
5.26.2 Gantt plot of Janne Karetie’s experience
5.27 Jayesh Vats
Job title: Director, media and entertainment
Associated: True
Socials: https://linkedin.com/in/jayeshvats
5.27.1 Jayesh Vats’s working period at nepa ab
5.27.2 Gantt plot of Jayesh Vats’s experience
5.28 Jens Wirf
Job title: Data scientist at nepa
Associated: True
Socials: https://linkedin.com/in/jens-wirf-62316822 | https://klout.com/jenswirf | https://gravatar.com/jenswirf | https://linkedin.com/in/jenswirf | https://twitter.com/jenswirf | https://facebook.com/jenswirf | https://pinterest.com/jenswirf | https://github.com/jenswirf
5.28.1 Jens Wirf’s working period at nepa ab
5.28.2 Gantt plot of Jens Wirf’s experience
5.29 Johan Egneblad
Job title: Technical analyst
Associated: True
Socials: https://github.com/eblade | https://twitter.com/egneblad | https://gravatar.com/eblade | https://linkedin.com/in/johan-egneblad-5a073227 | https://klout.com/egneblad
5.29.1 Johan Egneblad’s working period at nepa ab
5.29.2 Gantt plot of Johan Egneblad’s experience
5.30 John Eriksson
Job title: Senior analyst
Associated: True
Socials: https://linkedin.com/in/john-eriksson-4966084
5.30.1 John Eriksson’s working period at nepa ab
5.30.2 Gantt plot of John Eriksson’s experience
5.31 John Martin
Job title: Clerk
Associated: True
Socials: https://linkedin.com/in/john-martin-797b8b138
5.31.1 John Martin’s working period at nepa ab
5.31.2 Gantt plot of John Martin’s experience
5.32 Kalle Backlund
Job title: R and d and product methodolog
Associated: True
Socials: https://linkedin.com/in/kalle-backlund-10539910 | https://facebook.com/kalle.backlund | https://linkedin.com/in/kalle-backlund-41727620
5.32.1 Kalle Backlund’s working period at nepa ab
5.32.2 Gantt plot of Kalle Backlund’s experience
5.33 Kasper Staerk
Job title: Commercial lead, denmark
Associated: False
Socials: https://dk.linkedin.com/in/kasper-staerk-b6568a1 | https://linkedin.com/in/kasper-staerk-b6568a1
5.33.1 Kasper Staerk’s working period at nepa ab
5.33.2 Gantt plot of Kasper Staerk’s experience
5.34 Ken Peterson
Job title: Managing director us
Associated: True
Socials: https://linkedin.com/in/kenpeterson | https://twitter.com/kenkrahe | https://linkedin.com/in/ken-peterson-91b9963
5.34.1 Ken Peterson’s working period at nepa ab
5.34.2 Gantt plot of Ken Peterson’s experience
5.35 Konrad Stone
Job title: Enforcement inspector
Associated: True
Socials: https://linkedin.com/in/konrad-stone-6a7b19158
5.35.1 Konrad Stone’s working period at nepa ab
5.35.2 Gantt plot of Konrad Stone’s experience
5.36 Lars Pahlman
Job title: Senior advisor and business unit lead
Associated: True
Socials: https://linkedin.com/in/lars-pahlman-32295b4
5.36.1 Lars Pahlman’s working period at nepa ab
5.36.2 Gantt plot of Lars Pahlman’s experience
5.37 Marie D’Alessandris
Job title: Advisor to the board
Associated: True
Socials: https://linkedin.com/in/marie-audier-d-alessandris-5315795
5.37.1 Marie D’Alessandris’s working period at nepa ab
5.37.2 Gantt plot of Marie D’Alessandris’s experience
5.38 Maris Tuvikene
Job title: Head of analytics
Associated: True
Socials: https://linkedin.com/in/maris-tuvikene-7052244
5.38.1 Maris Tuvikene’s working period at nepa ab
5.38.2 Gantt plot of Maris Tuvikene’s experience
5.39 Marketa Mlejnkova
Job title: Sales manager
Associated: True
Socials: https://linkedin.com/in/marketa-mlejnkova-b51a1839
5.39.1 Marketa Mlejnkova’s working period at nepa ab
5.39.2 Gantt plot of Marketa Mlejnkova’s experience
5.40 Min-Chia Kao
Job title: Technical project manager
Associated: False
Socials: https://linkedin.com/in/min-chia-kao
5.40.1 Min-Chia Kao’s working period at nepa ab
5.40.2 Gantt plot of Min-Chia Kao’s experience
5.41 Neelam Sinha
Job title: Officer
Associated: False
Socials: https://linkedin.com/in/neelam-sinha-a3a19811
5.41.1 Neelam Sinha’s working period at nepa ab
5.41.2 Gantt plot of Neelam Sinha’s experience
5.42 Nicklas Ygge
Job title: Junior analyst and project manager
Associated: True
Socials: https://linkedin.com/in/nicklasygge | https://linkedin.com/in/nicklas-ygge-869914b5
5.42.1 Nicklas Ygge’s working period at nepa ab
5.42.2 Gantt plot of Nicklas Ygge’s experience
5.43 Olu Sean
Job title: Jana jana
Associated: True
Socials: https://linkedin.com/in/olu-sean-2517069
5.43.1 Olu Sean’s working period at nepa ab
5.43.2 Gantt plot of Olu Sean’s experience
5.44 Omprakash Prayatna
Job title: Very good
Associated: True
Socials: https://linkedin.com/in/omprakash-kc-prayatna-0a5a4039
5.44.1 Omprakash Prayatna’s working period at nepa ab
5.44.2 Gantt plot of Omprakash Prayatna’s experience
5.45 Pankaj Jha
Job title: Managing director - research lab india
Associated: False
Socials: https://linkedin.com/in/pankaj-jha-0771012 | https://twitter.com/pankajjha28 | https://linkedin.com/in/pankajjhanepa
5.45.1 Pankaj Jha’s working period at nepa ab
5.45.2 Gantt plot of Pankaj Jha’s experience
5.46 Pradeep Parashar
Job title: Instrumentation
Associated: True
Socials: https://linkedin.com/in/pradeep-kumar-parashar-00289b32
5.46.1 Pradeep Parashar’s working period at nepa ab
5.46.2 Gantt plot of Pradeep Parashar’s experience
5.47 Priyana Patel
Job title: Project and account manager
Associated: True
Socials: https://linkedin.com/in/priyana-patel-3992492b
5.47.1 Priyana Patel’s working period at nepa ab
5.47.2 Gantt plot of Priyana Patel’s experience
5.48 Raj Shrestha
Job title: Computer, electrician
Associated: True
Socials: https://linkedin.com/in/raj-shrestha-a23ba8189
5.48.1 Raj Shrestha’s working period at nepa ab
5.48.2 Gantt plot of Raj Shrestha’s experience
5.49 Reena Mishra
Job title: Financing
Associated: True
Socials: https://linkedin.com/in/reena-mishra-16047b20
5.49.1 Reena Mishra’s working period at nepa ab
5.49.2 Gantt plot of Reena Mishra’s experience
5.50 Rohan Sehgal
Job title: Director-client patnership
Associated: True
Socials: https://linkedin.com/in/rohan-sehgal-76459b8 | https://linkedin.com/in/rohansehgal07
5.50.1 Rohan Sehgal’s working period at nepa ab
5.50.2 Gantt plot of Rohan Sehgal’s experience
5.51 Samuel David
Job title: Nepa
Associated: True
Socials: https://linkedin.com/in/samuel-david-8bba5b1ab
5.51.1 Samuel David’s working period at nepa ab
5.51.2 Gantt plot of Samuel David’s experience
5.52 Sara Åkman
Job title: Senior key account manager
Associated: False
Socials: https://linkedin.com/in/saraakman | https://linkedin.com/in/saralindau
5.52.1 Sara Åkman’s working period at nepa ab
5.52.2 Gantt plot of Sara Åkman’s experience
5.53 Sean Dunn
Job title: Head of global marketing
Associated: True
Socials: https://facebook.com/sdunn5 | https://linkedin.com/in/sean-dunn-063b621
5.53.1 Sean Dunn’s working period at nepa ab
5.53.2 Gantt plot of Sean Dunn’s experience
5.54 Sergio Vega
Job title: Desarrollo del negocio
Associated: True
Socials: https://linkedin.com/in/sergio-vega-013980180
5.54.1 Sergio Vega’s working period at nepa ab
5.54.2 Gantt plot of Sergio Vega’s experience
5.56 Sigrid Wiklund
Job title: Head of qualitative research
Associated: True
Socials: https://facebook.com/sigrid.wiklund | https://linkedin.com/in/sigrid-wiklund-b0926016
5.56.1 Sigrid Wiklund’s working period at nepa ab
5.56.2 Gantt plot of Sigrid Wiklund’s experience
5.57 Sudhijit Sinha
Job title: Dgm
Associated: True
Socials: https://linkedin.com/in/sudhijit-sinha-0b58892a
5.57.1 Sudhijit Sinha’s working period at nepa ab
5.57.2 Gantt plot of Sudhijit Sinha’s experience
5.58 Suzanne Helwigh
Job title: Senior client developer
Associated: True
Socials: https://linkedin.com/in/suzanne-elisabeth-helwigh-aa18b843
5.58.1 Suzanne Helwigh’s working period at nepa ab
5.58.2 Gantt plot of Suzanne Helwigh’s experience
5.59 Tony Ski
Job title: Local 130
Associated: True
Socials: https://linkedin.com/in/tony-ski-260bb310
5.59.1 Tony Ski’s working period at nepa ab
5.59.2 Gantt plot of Tony Ski’s experience
5.60 Ulrika Malmgren
Job title: Software developer
Associated: True
Socials: https://stackoverflow.com/users/865640 | https://twitter.com/ulrikama | https://linkedin.com/in/ulrika-malmgren-40b5322 | https://github.com/natook | https://facebook.com/ulrikama | https://flickr.com/people/upia | https://linkedin.com/in/ulrikamalmgren | https://natooktesting.wordpress.com